{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "33393c8c",
   "metadata": {},
   "source": [
    "# 上周内容（动态加载页面）\n",
    "\n",
    "## 实践 猎聘网站\n",
    "> 1. 实现基本数据获取\n",
    "> 1. 实现岗位数据分析\n",
    "\n",
    "# 本周内容\n",
    "\n",
    "## 翻页数据处理\n",
    "\n",
    "## 数据整理\n",
    "> 1. 创建表数据结构\n",
    "> 1. 检查数据基本特征\n",
    "## 数据挖掘\n",
    "> 1. 数据分析\n",
    "> 1. 数据结论\n",
    "## 数据存储\n",
    "> 1. 批量化导出数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e04b8af1",
   "metadata": {},
   "source": [
    "# 首页数据获取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "398e185f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'{\"recruiterName\":\"侯先生\",\"jobId\":\"55703639\",\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"imId\":\"e2b135092ee70a2ae950a599d250d4ad\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}'}, {'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2232938625%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['硬件产品', '数据产品', '硬件系统集成', '计算机软件', '产品规划', '用户研究', '团队管理', '市场调研', '产品优化', '需求分析'], 'refreshTime': '20230410102114', 'jobId': '32938625', 'advViewFlag': False, 'title': '产品经理 /高级产品经理( Product Manager)--云数据管理', 'salary': '30-55k·13薪', 'dq': '上海-静安区', 'jobKind': '1', 'topJob': False, 'link': 'https://www.liepin.com/a/32938625.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=36', 'requireEduLevel': '统招本科', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '孙女士', 'recruiterTitle': '猎头顾问', 'imId': 'cabf0e3d69eaeb386b15966466d2d9d8', 'imUserType': '2', 'recruiterId': 'cf7fcf23eafd422f063863e0b779ce06', 'chatted': False, 'recruiterPhoto': '620cea0ea7b36c76d02206f302u.jpg'}, 'comp': {'compStage': 'B轮', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '著名云数据管理公司', 'compScale': '100-499人', 'link': '', 'compIndustry': '计算机软件'}, 'dataParams': '{\"recruiterName\":\"孙女士\",\"jobId\":\"32938625\",\"userId\":\"cf7fcf23eafd422f063863e0b779ce06\",\"imId\":\"cabf0e3d69eaeb386b15966466d2d9d8\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"recruiterPhoto\":\"620cea0ea7b36c76d02206f302u.jpg\"}'}, {'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2240360957%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['电子/半导体/集成电路'], 'refreshTime': '20230414083414', 'jobId': '40360957', 'advViewFlag': False, 'title': 'PM产品经理（MCU）', 'salary': '20-30k', 'dq': '上海', 'jobKind': '1', 'topJob': False, 'link': 'https://www.liepin.com/a/40360957.shtml', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=37', 'requireEduLevel': '本科及以上', 'requireWorkYears': '5-10年'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '猎头顾问', 'imId': '4428ca3d599ffed73eae059a38e31609', 'imUserType': '2', 'recruiterId': 'd01583e87da0eec11c1526b806c9eac5', 'chatted': False, 'recruiterPhoto': '5ce8b5559fae687d4375632608u.jpg'}, 'comp': {'compStage': '已上市', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某南京电子技术上市公司', 'compScale': '500-999人', 'link': '', 'compIndustry': '电子/半导体/集成电路'}, 'dataParams': '{\"recruiterName\":\"李女士\",\"jobId\":\"40360957\",\"userId\":\"d01583e87da0eec11c1526b806c9eac5\",\"imId\":\"4428ca3d599ffed73eae059a38e31609\",\"imUserType\":\"2\",\"jobKind\":\"1\",\"recruiterPhoto\":\"5ce8b5559fae687d4375632608u.jpg\"}'}, {'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2255703543%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['平台产品', '数据产品', '客户端产品', '策略产品', '产品优化', '用户研究', '产品规划', '需求分析', '数据分析'], 'refreshTime': '20230228112317', 'jobId': '55703543', 'advViewFlag': False, 'title': '自动驾驶工具产品经理（PM）', 'salary': '25-35k', 'dq': '广州-海珠区', 'jobKind': '2', 'topJob': False, 'link': 'https://www.liepin.com/job/1955703543.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38', 'requireEduLevel': '统招本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '侯先生', 'recruiterTitle': 'HRBP', 'imId': 'e2b135092ee70a2ae950a599d250d4ad', 'imUserType': '2', 'recruiterId': '7da08eb2dc102f58400ecda04a611db0', 'chatted': False, 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'comp': {'compStage': 'C轮', 'compLogo': '60a497de907306298575785f03u.png', 'compId': 9491766, 'compName': '文远知行WeRide', 'compScale': '100-499人', 'link': 'https://www.liepin.com/company/9491766/', 'compIndustry': '人工智能'}, 'dataParams': '{\"recruiterName\":\"侯先生\",\"jobId\":\"55703543\",\"userId\":\"7da08eb2dc102f58400ecda04a611db0\",\"imId\":\"e2b135092ee70a2ae950a599d250d4ad\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}'}, {'dataInfo': '%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22jobId%22%3A%2253495057%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['CRM产品', 'ERP产品', '计算机软件', 'IT互联网', 'to B', '产品规划', '需求分析', '产品优化'], 'refreshTime': '20221101084051', 'jobId': '53495057', 'advViewFlag': False, 'title': '产品经理 Product Manager / Program manager', 'salary': '25-28k·15薪', 'dq': '上海', 'jobKind': '2', 'topJob': False, 'link': 'https://www.liepin.com/job/1953495057.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39', 'requireEduLevel': '本科', 'requireWorkYears': '3-5年'}, 'recruiter': {'recruiterName': '周先生', 'recruiterTitle': '人力资源总监', 'imId': 'f3eccb7f82ce17e65b1858b20bc6782f', 'imUserType': '2', 'recruiterId': 'bdea8cb767ec4cd0c1eefb509d70a559', 'chatted': False, 'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}, 'comp': {'compLogo': '6022a73875833c3f9ff782be08u.jpg', 'compId': 12552561, 'compName': '智睿卓才企业咨询(上海)有限公司', 'compScale': '100-499人', 'link': 'https://www.liepin.com/company/12552561/', 'compIndustry': '咨询服务'}, 'dataParams': '{\"recruiterName\":\"周先生\",\"jobId\":\"53495057\",\"userId\":\"bdea8cb767ec4cd0c1eefb509d70a559\",\"imId\":\"f3eccb7f82ce17e65b1858b20bc6782f\",\"imUserType\":\"2\",\"jobKind\":\"2\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}'}], 'compList': []}, 'pagination': {'currentPage': 1, 'totalCounts': 807, 'totalPage': 10, 'pageSize': 40, 'hasNext': False}, 'passThroughData': {'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"410\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "\n",
    "\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=c6cb143f1dd942d6bd65b5fc30dd9455; __uuid=1679028387067.72; XSRF-TOKEN=UH8huvwpTv6t6qio3oBLOQ; __tlog=1680236490389.81%7C00000000%7C00000000%7C00000000%7C00000000; acw_tc=2760829b16802364916274153ea3634a30db54784953710df86b64d1b3fc3d; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1679028387,1679636666,1680236492; __session_seq=5; __uv_seq=5; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1680236637',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ca0f2044-5eea-413c-bc5a-1ebff017261f',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'UH8huvwpTv6t6qio3oBLOQ'\n",
    "}\n",
    "\n",
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8f23078a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1e3ff57a",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"57643575\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230410000147</td>\n",
       "      <td>57643575</td>\n",
       "      <td>False</td>\n",
       "      <td>Digital Product manager/二手车大客户产品经理 (MJ000704)</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-虹口区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>243d415a12abad30e1d708dd7b6c9ab7</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>61dbbbc46f9486679feb36c205u.png</td>\n",
       "      <td>8083523.0</td>\n",
       "      <td>沃尔沃汽车中国</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8083523/</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"徐女士\",\"jobId\":\"57417687\",\"use...</td>\n",
       "      <td>[产品经理, 继电器, 电池PACK, 新能源]</td>\n",
       "      <td>20230413173944</td>\n",
       "      <td>57417687</td>\n",
       "      <td>False</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>45ee3820daf9b3fc121ad3f07a8e8e65</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>8921762.0</td>\n",
       "      <td>鹏源电子</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8921762/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"朱女士\",\"jobId\":\"56650623\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230413133202</td>\n",
       "      <td>56650623</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>e4c938271d9680180002a1a49c017b86</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>5c74ac09509919c4f502595d06u.png</td>\n",
       "      <td>9876601.0</td>\n",
       "      <td>德琪医药</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9876601/</td>\n",
       "      <td>制药</td>\n",
       "      <td>港股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"57304573\",\"use...</td>\n",
       "      <td>[风控产品, 电子/半导体/集成电路, 产品规划, 团队管理]</td>\n",
       "      <td>20230403113615</td>\n",
       "      <td>57304573</td>\n",
       "      <td>False</td>\n",
       "      <td>PM模拟芯片产品经理</td>\n",
       "      <td>17-30k·13薪</td>\n",
       "      <td>上海-长宁区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>6d301c2e465ee4e10dfde1d3c8072192</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>620ca23f852ef53f0fc5ad0406u.png</td>\n",
       "      <td>9788849.0</td>\n",
       "      <td>Linearin</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9788849/</td>\n",
       "      <td>其他行业</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"董女士\",\"jobId\":\"36677995\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230413100722</td>\n",
       "      <td>36677995</td>\n",
       "      <td>False</td>\n",
       "      <td>Product Manager 产品经理-欧洲机械设备公司</td>\n",
       "      <td>15-20k·15薪</td>\n",
       "      <td>常州</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>6aee81116113653f7bf0926fd94bc6d4</td>\n",
       "      <td>False</td>\n",
       "      <td>5cb6e1999fae687d4314b27308u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型机械制造公司</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td></td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"卢女士\",\"jobId\":\"54319281\",\"use...</td>\n",
       "      <td>[数据产品, 电子/半导体/集成电路, 市场调研, 产品规划, 数据分析]</td>\n",
       "      <td>20221123151858</td>\n",
       "      <td>54319281</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>深圳</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>997ac596617df43a6fc5e5a3185cdff3</td>\n",
       "      <td>False</td>\n",
       "      <td>62fc9cee804e287457021c6403u.png</td>\n",
       "      <td>62fc973a9e4c1713c988b8b103u.jpg</td>\n",
       "      <td>9443633.0</td>\n",
       "      <td>雅全电子</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9443633/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"杨先生\",\"jobId\":\"47307987\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230413092752</td>\n",
       "      <td>47307987</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理PM</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>dd0950349f402d2194eb8148a132ff22</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>9579944.0</td>\n",
       "      <td>深圳市盈辉电子有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9579944/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"姚先生\",\"jobId\":\"54895155\",\"use...</td>\n",
       "      <td>[后台产品, CRM产品, 电子商务, to C, 产品规划, 需求分析, 产品设计, 流程设计]</td>\n",
       "      <td>20230310115057</td>\n",
       "      <td>54895155</td>\n",
       "      <td>False</td>\n",
       "      <td>后台产品经理/Backend System Product Manager</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>91a368d7e0d5a6dacf394789a5141433</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>61f24ef41b07146971f0772502u.png</td>\n",
       "      <td>8591189.0</td>\n",
       "      <td>深圳新锐居品科技有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8591189/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"55118825\",\"use...</td>\n",
       "      <td>[海外产品, SaaS产品, to B, 产品规划, 需求分析, 产品设计, 产品优化, 用...</td>\n",
       "      <td>20230406214735</td>\n",
       "      <td>55118825</td>\n",
       "      <td>False</td>\n",
       "      <td>Product Manager 产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>5e55cea0ec54d28d2137babbdb1bab9c</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>5d91a7511922212016ecd6e804u.png</td>\n",
       "      <td>8963109.0</td>\n",
       "      <td>康语TheCareVoice</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/8963109/</td>\n",
       "      <td>云计算/大数据</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"49197971\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20220425095458</td>\n",
       "      <td>49197971</td>\n",
       "      <td>False</td>\n",
       "      <td>技术产品经理  Technical Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>8aca73f4bae4fc17102021541d30443c</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>5bfe9df574719d2aa34b7b2203a.png</td>\n",
       "      <td>1069385.0</td>\n",
       "      <td>伊顿中国</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/1069385/</td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"麦女士\",\"jobId\":\"37042011\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230411170622</td>\n",
       "      <td>37042011</td>\n",
       "      <td>False</td>\n",
       "      <td>PM产品经理（模拟电路、工业控制、无线互联等方向）</td>\n",
       "      <td>10-25k</td>\n",
       "      <td>北京</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>8d3d2cbbc988a91d1073ef723884c5e3</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>5bfe9bce74719df0ac9a179703a.png</td>\n",
       "      <td>8523053.0</td>\n",
       "      <td>中电港</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8523053/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"朱女士\",\"jobId\":\"36570431\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20220901102252</td>\n",
       "      <td>36570431</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>34b6c101979b1cf83dc7f9370c11d0a1</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>5bfe9e9474719d2aa34b9a3403a.png</td>\n",
       "      <td>878518.0</td>\n",
       "      <td>博彦科技</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/878518/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>中小板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"叶女士\",\"jobId\":\"26720691\",\"use...</td>\n",
       "      <td>[产品设计, 需求分析]</td>\n",
       "      <td>20230105115933</td>\n",
       "      <td>26720691</td>\n",
       "      <td>False</td>\n",
       "      <td>服务产品经理Product Manager(J20108)</td>\n",
       "      <td>15-25k·15薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>d4eb87e0fc94a3b1360ac85ef1fc6d0f</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>5f4de484f6d1ab584745de6d05u.jpg</td>\n",
       "      <td>182339.0</td>\n",
       "      <td>携程集团</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/182339/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"51488853\",\"use...</td>\n",
       "      <td>[电子/半导体/集成电路, 硬件产品, 智能硬件, 产品经理, PM, 电源, 模拟器件, ...</td>\n",
       "      <td>20230414101244</td>\n",
       "      <td>51488853</td>\n",
       "      <td>False</td>\n",
       "      <td>PM/产品经理（电源/模拟器件/3peak）</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0bf0722094c925ae8c9f9862da3ad695</td>\n",
       "      <td>False</td>\n",
       "      <td>620b0b321cd3cd37445a7c6301u.png</td>\n",
       "      <td>5fc72c10ddcaaa231891b6af08u.png</td>\n",
       "      <td>6145394.0</td>\n",
       "      <td>鼎芯无限</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/6145394/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"57179331\",\"use...</td>\n",
       "      <td>[to C, 产品规划, 团队管理]</td>\n",
       "      <td>20230322102948</td>\n",
       "      <td>57179331</td>\n",
       "      <td>False</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>14-20k</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>6bd83db4d420cd80a3b249221be97dc4</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>619fea551bd4fb704e8f5f9304u.jpg</td>\n",
       "      <td>13391655.0</td>\n",
       "      <td>深圳市宣盈科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13391655/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"51289287\",\"use...</td>\n",
       "      <td>[电子/半导体/集成电路, 硬件产品, 市场调研, 市场推广, 拓展客户, 光耦, PM, ...</td>\n",
       "      <td>20230414101244</td>\n",
       "      <td>51289287</td>\n",
       "      <td>False</td>\n",
       "      <td>PM/产品经理（光耦）</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0bf0722094c925ae8c9f9862da3ad695</td>\n",
       "      <td>False</td>\n",
       "      <td>620b0b321cd3cd37445a7c6301u.png</td>\n",
       "      <td>5fc72c10ddcaaa231891b6af08u.png</td>\n",
       "      <td>6145394.0</td>\n",
       "      <td>鼎芯无限</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/6145394/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"45381167\",\"use...</td>\n",
       "      <td>[项目管理, 游戏行业]</td>\n",
       "      <td>20211203004643</td>\n",
       "      <td>45381167</td>\n",
       "      <td>False</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>20-30k·16薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>01f4e2b411bebd1081308c72b1ad2eb8</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12392425.0</td>\n",
       "      <td>苏州叠纸网络科技股份有限公司上海分公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12392425/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"陈女士\",\"jobId\":\"8846287\",\"user...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20220728144318</td>\n",
       "      <td>8846287</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理-铝电解PM</td>\n",
       "      <td>8-11k</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>fe0e03c5ee4963e6d3d39f8d64fba8a0</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>5bfea1ee74719d2aa34c412a03a.png</td>\n",
       "      <td>7919617.0</td>\n",
       "      <td>商络集团</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/7919617/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"38687185\",\"use...</td>\n",
       "      <td>[产品规划, 运营管理]</td>\n",
       "      <td>20220627152542</td>\n",
       "      <td>38687185</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理/PM</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>784ac3ccc4474b6f71a2c9fecf9f2948</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>10016683.0</td>\n",
       "      <td>深圳市宏旺微电子有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/10016683/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"48853381\",\"use...</td>\n",
       "      <td>[数据产品, to C, 产品规划, 市场调研, 竞品分析, 数据分析]</td>\n",
       "      <td>20220719090451</td>\n",
       "      <td>48853381</td>\n",
       "      <td>False</td>\n",
       "      <td>产品线经理（PM）</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>南京-江宁区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>18b37e38f6f30a6ae2cfa44c4899c729</td>\n",
       "      <td>False</td>\n",
       "      <td>6258e1b3e363a30cc3f7abea02u.png</td>\n",
       "      <td>5bfe9eb574719d2aa34ba0bf03a.png</td>\n",
       "      <td>7922416.0</td>\n",
       "      <td>南京立超电子科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/7922416/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"康女士\",\"jobId\":\"49149177\",\"use...</td>\n",
       "      <td>[NPI, NPD, printer, 打印机]</td>\n",
       "      <td>20220921173123</td>\n",
       "      <td>49149177</td>\n",
       "      <td>False</td>\n",
       "      <td>Product Manager-Printer 产品经理（打印机）</td>\n",
       "      <td>18-25k·13薪</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>a6db072a8ff2f4ec00c24d801e44a3dd</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>9687166.0</td>\n",
       "      <td>贝迪Brady</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/9687166/</td>\n",
       "      <td>印刷/包装/造纸</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"廖先生\",\"jobId\":\"50646361\",\"use...</td>\n",
       "      <td>[药物, 生物制药, 生物药, 细胞培养]</td>\n",
       "      <td>20220809161153</td>\n",
       "      <td>50646361</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理 (Product Manager-纳米流式仪)</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>8f6f050f36a6b04633279e9ca3e01a4c</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>62b57a69a187b46301c774b103u.png</td>\n",
       "      <td>13250267.0</td>\n",
       "      <td>伯齐科技</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13250267/</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"王女士\",\"jobId\":\"52741463\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20220930104031</td>\n",
       "      <td>52741463</td>\n",
       "      <td>False</td>\n",
       "      <td>高级产品经理 Product Manager(风控方向)</td>\n",
       "      <td>35-55k·13薪</td>\n",
       "      <td>上海-黄浦区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>035f897785fb4fac82f0f9cb1cf1af76</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>61791ce48c61b34e2df4a74e05u.png</td>\n",
       "      <td>12929479.0</td>\n",
       "      <td>澳福派信息技术服务(上海)有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12929479/</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"舒女士\",\"jobId\":\"55793279\",\"use...</td>\n",
       "      <td>[市场洞察]</td>\n",
       "      <td>20230222105355</td>\n",
       "      <td>55793279</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理 Product Manager</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>ecc7211db92563b29c233888b61abdeb</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>5c788d38261c45f04796d9cf02u.jpg</td>\n",
       "      <td>8019026.0</td>\n",
       "      <td>位元电子(上海)有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8019026/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"黄女士\",\"jobId\":\"55452155\",\"use...</td>\n",
       "      <td>[to C, 团队管理]</td>\n",
       "      <td>20230112135910</td>\n",
       "      <td>55452155</td>\n",
       "      <td>False</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>6bd83db4d420cd80a3b249221be97dc4</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>619fea551bd4fb704e8f5f9304u.jpg</td>\n",
       "      <td>13391655.0</td>\n",
       "      <td>深圳市宣盈科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13391655/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"杨女士\",\"jobId\":\"40412345\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20210630090242</td>\n",
       "      <td>40412345</td>\n",
       "      <td>False</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>东莞</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>f325c8f002937286cc3ff2b9fda11294</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>5f2bd574556e7a7b127e18d305u.png</td>\n",
       "      <td>12319083.0</td>\n",
       "      <td>东莞市博亦德科技实业有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12319083/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"38140819\",\"use...</td>\n",
       "      <td>[产品规划]</td>\n",
       "      <td>20210414113008</td>\n",
       "      <td>38140819</td>\n",
       "      <td>False</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>16-30k</td>\n",
       "      <td>厦门</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>87fb8990eb234eee0a1537f2151f2c58</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>602f34c4d107b973c164436506u.png</td>\n",
       "      <td>8679793.0</td>\n",
       "      <td>立达信</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>https://www.liepin.com/company/8679793/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"刘女士\",\"jobId\":\"56533879\",\"use...</td>\n",
       "      <td>[客户端产品, 电子/半导体/集成电路, 用户研究]</td>\n",
       "      <td>20230410114342</td>\n",
       "      <td>56533879</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理（PM）</td>\n",
       "      <td>10-12k</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>1185646b724f9912c393eccc5f8b43d1</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>60eeb62a5f5b8a6b840f236a08u.png</td>\n",
       "      <td>12830957.0</td>\n",
       "      <td>深圳市高维智创科技有限公司</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/12830957/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"廖先生\",\"jobId\":\"53070349\",\"use...</td>\n",
       "      <td>[药物, 生物制药, 生物药, 细胞培养]</td>\n",
       "      <td>20221012102619</td>\n",
       "      <td>53070349</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理 (Product Manager-纳米流式仪)-上海</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>上海-闵行区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>8f6f050f36a6b04633279e9ca3e01a4c</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>62b57a69a187b46301c774b103u.png</td>\n",
       "      <td>13250267.0</td>\n",
       "      <td>伯齐科技</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13250267/</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"张女士\",\"jobId\":\"47135639\",\"use...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20220216165525</td>\n",
       "      <td>47135639</td>\n",
       "      <td>False</td>\n",
       "      <td>pm产品经理</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>深圳-宝安区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>dacd6a5aa3f238c18b38d6f56093b2cd</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>61a0c0e51bd4fb704ea367f707u.jpg</td>\n",
       "      <td>13115993.0</td>\n",
       "      <td>深圳市粤吉电子有限公司</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/13115993/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"麦女士\",\"jobId\":\"57031157\",\"use...</td>\n",
       "      <td>[数据产品, 电子/半导体/集成电路, 产品规划, 市场调研, 数据分析, 团队管理]</td>\n",
       "      <td>20230411170611</td>\n",
       "      <td>57031157</td>\n",
       "      <td>False</td>\n",
       "      <td>PM产品经理（国产线、高通产线）</td>\n",
       "      <td>14-20k·15薪</td>\n",
       "      <td>北京</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>8d3d2cbbc988a91d1073ef723884c5e3</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>5bfe9bce74719df0ac9a179703a.png</td>\n",
       "      <td>8523053.0</td>\n",
       "      <td>中电港</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8523053/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"徐女士\",\"jobId\":\"51876697\",\"use...</td>\n",
       "      <td>[渠道销售, 市场洞察, 销售管理]</td>\n",
       "      <td>20220815101931</td>\n",
       "      <td>51876697</td>\n",
       "      <td>False</td>\n",
       "      <td>Associate Product Manager 助理产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>e90fdab6e53111be261e89c17f23b8de</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12997039.0</td>\n",
       "      <td>健源医疗科技(无锡)有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12997039/</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"周先生\",\"jobId\":\"57656993\",\"use...</td>\n",
       "      <td>[仪器测量分析, 过程自动化, 水行业仪表]</td>\n",
       "      <td>20230414105655</td>\n",
       "      <td>57656993</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理 - Product Manager</td>\n",
       "      <td>12-24k·15薪</td>\n",
       "      <td>上海-浦东新区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>a3ed08f3d73cf9634a351061575cd0a6</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>5bfea3f274719d2aa34ca1fd03a.png</td>\n",
       "      <td>9143776.0</td>\n",
       "      <td>上海乔治费歇尔管路系统有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9143776/</td>\n",
       "      <td>电气机械/器材</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"刁先生\",\"jobId\":\"44523695\",\"use...</td>\n",
       "      <td>[客户端产品, 资讯产品, 设计服务, 科研/技术服务]</td>\n",
       "      <td>20230324174911</td>\n",
       "      <td>44523695</td>\n",
       "      <td>False</td>\n",
       "      <td>PM 产品经理、副理</td>\n",
       "      <td>35-65k</td>\n",
       "      <td>中山</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>d16cc98ec7fe2c95832a24e81e0e4547</td>\n",
       "      <td>False</td>\n",
       "      <td>551f5403a310e24dcacb2c3402c.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某深圳电子/半导体/集成电路公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"牟女士\",\"jobId\":\"55751165\",\"use...</td>\n",
       "      <td>[PM产品经理]</td>\n",
       "      <td>20230327164332</td>\n",
       "      <td>55751165</td>\n",
       "      <td>False</td>\n",
       "      <td>代理线PM产品经理（电力电子方向）</td>\n",
       "      <td>10-30k</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>676976ba8ba9ecb043ed27b6aa9920aa</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>620df5b4852ef53f0fc5b9d801u.png</td>\n",
       "      <td>7987788.0</td>\n",
       "      <td>深圳市凯新达电子有限公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/7987788/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"侯先生\",\"jobId\":\"55703639\",\"use...</td>\n",
       "      <td>[客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>55703639</td>\n",
       "      <td>False</td>\n",
       "      <td>自动驾驶产品经理（PM）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"孙女士\",\"jobId\":\"32938625\",\"use...</td>\n",
       "      <td>[硬件产品, 数据产品, 硬件系统集成, 计算机软件, 产品规划, 用户研究, 团队管理, ...</td>\n",
       "      <td>20230410102114</td>\n",
       "      <td>32938625</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理 /高级产品经理( Product Manager)--云数据管理</td>\n",
       "      <td>30-55k·13薪</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>cf7fcf23eafd422f063863e0b779ce06</td>\n",
       "      <td>False</td>\n",
       "      <td>620cea0ea7b36c76d02206f302u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>著名云数据管理公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>B轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"李女士\",\"jobId\":\"40360957\",\"use...</td>\n",
       "      <td>[电子/半导体/集成电路]</td>\n",
       "      <td>20230414083414</td>\n",
       "      <td>40360957</td>\n",
       "      <td>False</td>\n",
       "      <td>PM产品经理（MCU）</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>上海</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>d01583e87da0eec11c1526b806c9eac5</td>\n",
       "      <td>False</td>\n",
       "      <td>5ce8b5559fae687d4375632608u.jpg</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某南京电子技术上市公司</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"侯先生\",\"jobId\":\"55703543\",\"use...</td>\n",
       "      <td>[平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...</td>\n",
       "      <td>20230228112317</td>\n",
       "      <td>55703543</td>\n",
       "      <td>False</td>\n",
       "      <td>自动驾驶工具产品经理（PM）</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>7da08eb2dc102f58400ecda04a611db0</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>60a497de907306298575785f03u.png</td>\n",
       "      <td>9491766.0</td>\n",
       "      <td>文远知行WeRide</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/9491766/</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...</td>\n",
       "      <td>{\"recruiterName\":\"周先生\",\"jobId\":\"53495057\",\"use...</td>\n",
       "      <td>[CRM产品, ERP产品, 计算机软件, IT互联网, to B, 产品规划, 需求分析,...</td>\n",
       "      <td>20221101084051</td>\n",
       "      <td>53495057</td>\n",
       "      <td>False</td>\n",
       "      <td>产品经理 Product Manager / Program manager</td>\n",
       "      <td>25-28k·15薪</td>\n",
       "      <td>上海</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>bdea8cb767ec4cd0c1eefb509d70a559</td>\n",
       "      <td>False</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>6022a73875833c3f9ff782be08u.jpg</td>\n",
       "      <td>12552561.0</td>\n",
       "      <td>智睿卓才企业咨询(上海)有限公司</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12552561/</td>\n",
       "      <td>咨询服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "1   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "2   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "3   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "4   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "5   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "6   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "7   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "8   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "9   %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "10  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "11  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "12  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "13  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "14  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "15  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "16  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "17  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "18  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "19  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "20  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "21  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "22  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "23  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "24  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "25  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "26  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "27  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "28  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "29  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "30  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "31  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "32  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "33  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "34  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "35  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "36  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "37  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "38  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "39  %7B%22scene%22%3A%22input%22%2C%22skId%22%3A%2...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"recruiterName\":\"刘女士\",\"jobId\":\"57643575\",\"use...   \n",
       "1   {\"recruiterName\":\"徐女士\",\"jobId\":\"57417687\",\"use...   \n",
       "2   {\"recruiterName\":\"朱女士\",\"jobId\":\"56650623\",\"use...   \n",
       "3   {\"recruiterName\":\"刘女士\",\"jobId\":\"57304573\",\"use...   \n",
       "4   {\"recruiterName\":\"董女士\",\"jobId\":\"36677995\",\"use...   \n",
       "5   {\"recruiterName\":\"卢女士\",\"jobId\":\"54319281\",\"use...   \n",
       "6   {\"recruiterName\":\"杨先生\",\"jobId\":\"47307987\",\"use...   \n",
       "7   {\"recruiterName\":\"姚先生\",\"jobId\":\"54895155\",\"use...   \n",
       "8   {\"recruiterName\":\"张女士\",\"jobId\":\"55118825\",\"use...   \n",
       "9   {\"recruiterName\":\"张女士\",\"jobId\":\"49197971\",\"use...   \n",
       "10  {\"recruiterName\":\"麦女士\",\"jobId\":\"37042011\",\"use...   \n",
       "11  {\"recruiterName\":\"朱女士\",\"jobId\":\"36570431\",\"use...   \n",
       "12  {\"recruiterName\":\"叶女士\",\"jobId\":\"26720691\",\"use...   \n",
       "13  {\"recruiterName\":\"李女士\",\"jobId\":\"51488853\",\"use...   \n",
       "14  {\"recruiterName\":\"黄女士\",\"jobId\":\"57179331\",\"use...   \n",
       "15  {\"recruiterName\":\"李女士\",\"jobId\":\"51289287\",\"use...   \n",
       "16  {\"recruiterName\":\"王女士\",\"jobId\":\"45381167\",\"use...   \n",
       "17  {\"recruiterName\":\"陈女士\",\"jobId\":\"8846287\",\"user...   \n",
       "18  {\"recruiterName\":\"张女士\",\"jobId\":\"38687185\",\"use...   \n",
       "19  {\"recruiterName\":\"刘女士\",\"jobId\":\"48853381\",\"use...   \n",
       "20  {\"recruiterName\":\"康女士\",\"jobId\":\"49149177\",\"use...   \n",
       "21  {\"recruiterName\":\"廖先生\",\"jobId\":\"50646361\",\"use...   \n",
       "22  {\"recruiterName\":\"王女士\",\"jobId\":\"52741463\",\"use...   \n",
       "23  {\"recruiterName\":\"舒女士\",\"jobId\":\"55793279\",\"use...   \n",
       "24  {\"recruiterName\":\"黄女士\",\"jobId\":\"55452155\",\"use...   \n",
       "25  {\"recruiterName\":\"杨女士\",\"jobId\":\"40412345\",\"use...   \n",
       "26  {\"recruiterName\":\"张女士\",\"jobId\":\"38140819\",\"use...   \n",
       "27  {\"recruiterName\":\"刘女士\",\"jobId\":\"56533879\",\"use...   \n",
       "28  {\"recruiterName\":\"廖先生\",\"jobId\":\"53070349\",\"use...   \n",
       "29  {\"recruiterName\":\"张女士\",\"jobId\":\"47135639\",\"use...   \n",
       "30  {\"recruiterName\":\"麦女士\",\"jobId\":\"57031157\",\"use...   \n",
       "31  {\"recruiterName\":\"徐女士\",\"jobId\":\"51876697\",\"use...   \n",
       "32  {\"recruiterName\":\"周先生\",\"jobId\":\"57656993\",\"use...   \n",
       "33  {\"recruiterName\":\"刁先生\",\"jobId\":\"44523695\",\"use...   \n",
       "34  {\"recruiterName\":\"牟女士\",\"jobId\":\"55751165\",\"use...   \n",
       "35  {\"recruiterName\":\"侯先生\",\"jobId\":\"55703639\",\"use...   \n",
       "36  {\"recruiterName\":\"孙女士\",\"jobId\":\"32938625\",\"use...   \n",
       "37  {\"recruiterName\":\"李女士\",\"jobId\":\"40360957\",\"use...   \n",
       "38  {\"recruiterName\":\"侯先生\",\"jobId\":\"55703543\",\"use...   \n",
       "39  {\"recruiterName\":\"周先生\",\"jobId\":\"53495057\",\"use...   \n",
       "\n",
       "                                           job.labels job.refreshTime  \\\n",
       "0                                                  []  20230410000147   \n",
       "1                            [产品经理, 继电器, 电池PACK, 新能源]  20230413173944   \n",
       "2                                                  []  20230413133202   \n",
       "3                     [风控产品, 电子/半导体/集成电路, 产品规划, 团队管理]  20230403113615   \n",
       "4                                                  []  20230413100722   \n",
       "5               [数据产品, 电子/半导体/集成电路, 市场调研, 产品规划, 数据分析]  20221123151858   \n",
       "6                                                  []  20230413092752   \n",
       "7   [后台产品, CRM产品, 电子商务, to C, 产品规划, 需求分析, 产品设计, 流程设计]  20230310115057   \n",
       "8   [海外产品, SaaS产品, to B, 产品规划, 需求分析, 产品设计, 产品优化, 用...  20230406214735   \n",
       "9                                                  []  20220425095458   \n",
       "10                                                 []  20230411170622   \n",
       "11                                                 []  20220901102252   \n",
       "12                                       [产品设计, 需求分析]  20230105115933   \n",
       "13  [电子/半导体/集成电路, 硬件产品, 智能硬件, 产品经理, PM, 电源, 模拟器件, ...  20230414101244   \n",
       "14                                 [to C, 产品规划, 团队管理]  20230322102948   \n",
       "15  [电子/半导体/集成电路, 硬件产品, 市场调研, 市场推广, 拓展客户, 光耦, PM, ...  20230414101244   \n",
       "16                                       [项目管理, 游戏行业]  20211203004643   \n",
       "17                                                 []  20220728144318   \n",
       "18                                       [产品规划, 运营管理]  20220627152542   \n",
       "19               [数据产品, to C, 产品规划, 市场调研, 竞品分析, 数据分析]  20220719090451   \n",
       "20                           [NPI, NPD, printer, 打印机]  20220921173123   \n",
       "21                              [药物, 生物制药, 生物药, 细胞培养]  20220809161153   \n",
       "22                                                 []  20220930104031   \n",
       "23                                             [市场洞察]  20230222105355   \n",
       "24                                       [to C, 团队管理]  20230112135910   \n",
       "25                                                 []  20210630090242   \n",
       "26                                             [产品规划]  20210414113008   \n",
       "27                         [客户端产品, 电子/半导体/集成电路, 用户研究]  20230410114342   \n",
       "28                              [药物, 生物制药, 生物药, 细胞培养]  20221012102619   \n",
       "29                                                 []  20220216165525   \n",
       "30        [数据产品, 电子/半导体/集成电路, 产品规划, 市场调研, 数据分析, 团队管理]  20230411170611   \n",
       "31                                 [渠道销售, 市场洞察, 销售管理]  20220815101931   \n",
       "32                             [仪器测量分析, 过程自动化, 水行业仪表]  20230414105655   \n",
       "33                       [客户端产品, 资讯产品, 设计服务, 科研/技术服务]  20230324174911   \n",
       "34                                           [PM产品经理]  20230327164332   \n",
       "35  [客户端产品, 安全产品, 交通/运输/物流, 汽车行业, 产品优化, 产品规划, 用户研究...  20230228112317   \n",
       "36  [硬件产品, 数据产品, 硬件系统集成, 计算机软件, 产品规划, 用户研究, 团队管理, ...  20230410102114   \n",
       "37                                      [电子/半导体/集成电路]  20230414083414   \n",
       "38  [平台产品, 数据产品, 客户端产品, 策略产品, 产品优化, 用户研究, 产品规划, 需求...  20230228112317   \n",
       "39  [CRM产品, ERP产品, 计算机软件, IT互联网, to B, 产品规划, 需求分析,...  20221101084051   \n",
       "\n",
       "   job.jobId  job.advViewFlag                                      job.title  \\\n",
       "0   57643575            False  Digital Product manager/二手车大客户产品经理 (MJ000704)   \n",
       "1   57417687            False                                         PM产品经理   \n",
       "2   56650623            False                                         产品经理PM   \n",
       "3   57304573            False                                     PM模拟芯片产品经理   \n",
       "4   36677995            False                  Product Manager 产品经理-欧洲机械设备公司   \n",
       "5   54319281            False                                         产品经理PM   \n",
       "6   47307987            False                                         产品经理PM   \n",
       "7   54895155            False          后台产品经理/Backend System Product Manager   \n",
       "8   55118825            False                           Product Manager 产品经理   \n",
       "9   49197971            False              技术产品经理  Technical Product Manager   \n",
       "10  37042011            False                      PM产品经理（模拟电路、工业控制、无线互联等方向）   \n",
       "11  36570431            False                            产品经理Product Manager   \n",
       "12  26720691            False                  服务产品经理Product Manager(J20108)   \n",
       "13  51488853            False                         PM/产品经理（电源/模拟器件/3peak）   \n",
       "14  57179331            False                                         PM产品经理   \n",
       "15  51289287            False                                    PM/产品经理（光耦）   \n",
       "16  45381167            False                                         pm产品经理   \n",
       "17   8846287            False                                     产品经理-铝电解PM   \n",
       "18  38687185            False                                        产品经理/PM   \n",
       "19  48853381            False                                      产品线经理（PM）   \n",
       "20  49149177            False              Product Manager-Printer 产品经理（打印机）   \n",
       "21  50646361            False                   产品经理 (Product Manager-纳米流式仪)   \n",
       "22  52741463            False                   高级产品经理 Product Manager(风控方向)   \n",
       "23  55793279            False                           产品经理 Product Manager   \n",
       "24  55452155            False                                         PM产品经理   \n",
       "25  40412345            False                                         pm产品经理   \n",
       "26  38140819            False                                         pm产品经理   \n",
       "27  56533879            False                                       产品经理（PM）   \n",
       "28  53070349            False                产品经理 (Product Manager-纳米流式仪)-上海   \n",
       "29  47135639            False                                         pm产品经理   \n",
       "30  57031157            False                               PM产品经理（国产线、高通产线）   \n",
       "31  51876697            False               Associate Product Manager 助理产品经理   \n",
       "32  57656993            False                         产品经理 - Product Manager   \n",
       "33  44523695            False                                     PM 产品经理、副理   \n",
       "34  55751165            False                              代理线PM产品经理（电力电子方向）   \n",
       "35  55703639            False                                   自动驾驶产品经理（PM）   \n",
       "36  32938625            False          产品经理 /高级产品经理( Product Manager)--云数据管理   \n",
       "37  40360957            False                                    PM产品经理（MCU）   \n",
       "38  55703543            False                                 自动驾驶工具产品经理（PM）   \n",
       "39  53495057            False         产品经理 Product Manager / Program manager   \n",
       "\n",
       "    job.salary   job.dq job.jobKind  ...             recruiter.recruiterId  \\\n",
       "0         薪资面议   上海-虹口区           2  ...  243d415a12abad30e1d708dd7b6c9ab7   \n",
       "1   10-20k·13薪   深圳-福田区           2  ...  45ee3820daf9b3fc121ad3f07a8e8e65   \n",
       "2         薪资面议   上海-长宁区           2  ...  e4c938271d9680180002a1a49c017b86   \n",
       "3   17-30k·13薪   上海-长宁区           2  ...  6d301c2e465ee4e10dfde1d3c8072192   \n",
       "4   15-20k·15薪       常州           1  ...  6aee81116113653f7bf0926fd94bc6d4   \n",
       "5       15-25k       深圳           2  ...  997ac596617df43a6fc5e5a3185cdff3   \n",
       "6       15-20k   深圳-宝安区           2  ...  dd0950349f402d2194eb8148a132ff22   \n",
       "7   20-30k·14薪   深圳-南山区           2  ...  91a368d7e0d5a6dacf394789a5141433   \n",
       "8       20-35k   上海-静安区           2  ...  5e55cea0ec54d28d2137babbdb1bab9c   \n",
       "9         薪资面议  上海-浦东新区           2  ...  8aca73f4bae4fc17102021541d30443c   \n",
       "10      10-25k       北京           2  ...  8d3d2cbbc988a91d1073ef723884c5e3   \n",
       "11      20-40k  上海-浦东新区           2  ...  34b6c101979b1cf83dc7f9370c11d0a1   \n",
       "12  15-25k·15薪       上海           2  ...  d4eb87e0fc94a3b1360ac85ef1fc6d0f   \n",
       "13  15-25k·13薪   深圳-龙华区           2  ...  0bf0722094c925ae8c9f9862da3ad695   \n",
       "14      14-20k   深圳-福田区           2  ...  6bd83db4d420cd80a3b249221be97dc4   \n",
       "15  15-25k·13薪   深圳-龙华区           2  ...  0bf0722094c925ae8c9f9862da3ad695   \n",
       "16  20-30k·16薪       上海           2  ...  01f4e2b411bebd1081308c72b1ad2eb8   \n",
       "17       8-11k   深圳-南山区           2  ...  fe0e03c5ee4963e6d3d39f8d64fba8a0   \n",
       "18  15-25k·13薪   深圳-南山区           2  ...  784ac3ccc4474b6f71a2c9fecf9f2948   \n",
       "19  15-25k·13薪   南京-江宁区           2  ...  18b37e38f6f30a6ae2cfa44c4899c729   \n",
       "20  18-25k·13薪  上海-浦东新区           2  ...  a6db072a8ff2f4ec00c24d801e44a3dd   \n",
       "21      20-25k   北京-朝阳区           2  ...  8f6f050f36a6b04633279e9ca3e01a4c   \n",
       "22  35-55k·13薪   上海-黄浦区           2  ...  035f897785fb4fac82f0f9cb1cf1af76   \n",
       "23      15-20k   上海-静安区           2  ...  ecc7211db92563b29c233888b61abdeb   \n",
       "24      15-20k   上海-徐汇区           2  ...  6bd83db4d420cd80a3b249221be97dc4   \n",
       "25      15-30k       东莞           2  ...  f325c8f002937286cc3ff2b9fda11294   \n",
       "26      16-30k       厦门           2  ...  87fb8990eb234eee0a1537f2151f2c58   \n",
       "27      10-12k   深圳-宝安区           2  ...  1185646b724f9912c393eccc5f8b43d1   \n",
       "28      20-25k   上海-闵行区           2  ...  8f6f050f36a6b04633279e9ca3e01a4c   \n",
       "29       8-15k   深圳-宝安区           2  ...  dacd6a5aa3f238c18b38d6f56093b2cd   \n",
       "30  14-20k·15薪       北京           2  ...  8d3d2cbbc988a91d1073ef723884c5e3   \n",
       "31      15-20k   上海-徐汇区           2  ...  e90fdab6e53111be261e89c17f23b8de   \n",
       "32  12-24k·15薪  上海-浦东新区           2  ...  a3ed08f3d73cf9634a351061575cd0a6   \n",
       "33      35-65k       中山           1  ...  d16cc98ec7fe2c95832a24e81e0e4547   \n",
       "34      10-30k   深圳-南山区           2  ...  676976ba8ba9ecb043ed27b6aa9920aa   \n",
       "35      25-35k   广州-海珠区           2  ...  7da08eb2dc102f58400ecda04a611db0   \n",
       "36  30-55k·13薪   上海-静安区           1  ...  cf7fcf23eafd422f063863e0b779ce06   \n",
       "37      20-30k       上海           1  ...  d01583e87da0eec11c1526b806c9eac5   \n",
       "38      25-35k   广州-海珠区           2  ...  7da08eb2dc102f58400ecda04a611db0   \n",
       "39  25-28k·15薪       上海           2  ...  bdea8cb767ec4cd0c1eefb509d70a559   \n",
       "\n",
       "   recruiter.chatted         recruiter.recruiterPhoto  \\\n",
       "0              False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "1              False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "2              False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "3              False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "4              False  5cb6e1999fae687d4314b27308u.jpg   \n",
       "5              False  62fc9cee804e287457021c6403u.png   \n",
       "6              False  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "7              False  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "8              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       "9              False  5f8f9865ea60860b75384fa508u.jpg   \n",
       "10             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       "11             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "12             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       "13             False  620b0b321cd3cd37445a7c6301u.png   \n",
       "14             False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "15             False  620b0b321cd3cd37445a7c6301u.png   \n",
       "16             False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "17             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "18             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       "19             False  6258e1b3e363a30cc3f7abea02u.png   \n",
       "20             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "21             False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "22             False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "23             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "24             False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "25             False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "26             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "27             False  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "28             False  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "29             False  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "30             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       "31             False  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "32             False  5f8f98698dbe6273dcf8516008u.jpg   \n",
       "33             False  551f5403a310e24dcacb2c3402c.jpg   \n",
       "34             False  5f8f9865ea60860b75384fa508u.jpg   \n",
       "35             False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "36             False  620cea0ea7b36c76d02206f302u.jpg   \n",
       "37             False  5ce8b5559fae687d4375632608u.jpg   \n",
       "38             False  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "39             False  5f8f986aea60860b75384fab08u.jpg   \n",
       "\n",
       "                      comp.compLogo comp.compId        comp.compName  \\\n",
       "0   61dbbbc46f9486679feb36c205u.png   8083523.0              沃尔沃汽车中国   \n",
       "1   61b07937d0458d53c627567e02u.jpg   8921762.0                 鹏源电子   \n",
       "2   5c74ac09509919c4f502595d06u.png   9876601.0                 德琪医药   \n",
       "3   620ca23f852ef53f0fc5ad0406u.png   9788849.0             Linearin   \n",
       "4   60e2fe0bf3df194a3c48adb502u.png         NaN            某大型机械制造公司   \n",
       "5   62fc973a9e4c1713c988b8b103u.jpg   9443633.0                 雅全电子   \n",
       "6   61b07937d0458d53c627567e02u.jpg   9579944.0          深圳市盈辉电子有限公司   \n",
       "7   61f24ef41b07146971f0772502u.png   8591189.0         深圳新锐居品科技有限公司   \n",
       "8   5d91a7511922212016ecd6e804u.png   8963109.0       康语TheCareVoice   \n",
       "9   5bfe9df574719d2aa34b7b2203a.png   1069385.0                 伊顿中国   \n",
       "10  5bfe9bce74719df0ac9a179703a.png   8523053.0                  中电港   \n",
       "11  5bfe9e9474719d2aa34b9a3403a.png    878518.0                 博彦科技   \n",
       "12  5f4de484f6d1ab584745de6d05u.jpg    182339.0                 携程集团   \n",
       "13  5fc72c10ddcaaa231891b6af08u.png   6145394.0                 鼎芯无限   \n",
       "14  619fea551bd4fb704e8f5f9304u.jpg  13391655.0          深圳市宣盈科技有限公司   \n",
       "15  5fc72c10ddcaaa231891b6af08u.png   6145394.0                 鼎芯无限   \n",
       "16  61b07937d0458d53c627567e02u.jpg  12392425.0  苏州叠纸网络科技股份有限公司上海分公司   \n",
       "17  5bfea1ee74719d2aa34c412a03a.png   7919617.0                 商络集团   \n",
       "18  61b07937d0458d53c627567e02u.jpg  10016683.0         深圳市宏旺微电子有限公司   \n",
       "19  5bfe9eb574719d2aa34ba0bf03a.png   7922416.0         南京立超电子科技有限公司   \n",
       "20  61b07937d0458d53c627567e02u.jpg   9687166.0              贝迪Brady   \n",
       "21  62b57a69a187b46301c774b103u.png  13250267.0                 伯齐科技   \n",
       "22  61791ce48c61b34e2df4a74e05u.png  12929479.0    澳福派信息技术服务(上海)有限公司   \n",
       "23  5c788d38261c45f04796d9cf02u.jpg   8019026.0         位元电子(上海)有限公司   \n",
       "24  619fea551bd4fb704e8f5f9304u.jpg  13391655.0          深圳市宣盈科技有限公司   \n",
       "25  5f2bd574556e7a7b127e18d305u.png  12319083.0       东莞市博亦德科技实业有限公司   \n",
       "26  602f34c4d107b973c164436506u.png   8679793.0                  立达信   \n",
       "27  60eeb62a5f5b8a6b840f236a08u.png  12830957.0        深圳市高维智创科技有限公司   \n",
       "28  62b57a69a187b46301c774b103u.png  13250267.0                 伯齐科技   \n",
       "29  61a0c0e51bd4fb704ea367f707u.jpg  13115993.0          深圳市粤吉电子有限公司   \n",
       "30  5bfe9bce74719df0ac9a179703a.png   8523053.0                  中电港   \n",
       "31  61b07937d0458d53c627567e02u.jpg  12997039.0       健源医疗科技(无锡)有限公司   \n",
       "32  5bfea3f274719d2aa34ca1fd03a.png   9143776.0      上海乔治费歇尔管路系统有限公司   \n",
       "33  60e2fe0bf3df194a3c48adb502u.png         NaN     某深圳电子/半导体/集成电路公司   \n",
       "34  620df5b4852ef53f0fc5b9d801u.png   7987788.0         深圳市凯新达电子有限公司   \n",
       "35  60a497de907306298575785f03u.png   9491766.0           文远知行WeRide   \n",
       "36  60e2fe0bf3df194a3c48adb502u.png         NaN            著名云数据管理公司   \n",
       "37  60e2fe0bf3df194a3c48adb502u.png         NaN          某南京电子技术上市公司   \n",
       "38  60a497de907306298575785f03u.png   9491766.0           文远知行WeRide   \n",
       "39  6022a73875833c3f9ff782be08u.jpg  12552561.0     智睿卓才企业咨询(上海)有限公司   \n",
       "\n",
       "   comp.compScale                                 comp.link comp.compIndustry  \\\n",
       "0        10000人以上   https://www.liepin.com/company/8083523/              整车制造   \n",
       "1        100-499人   https://www.liepin.com/company/8921762/       电子/半导体/集成电路   \n",
       "2        100-499人   https://www.liepin.com/company/9876601/                制药   \n",
       "3          50-99人   https://www.liepin.com/company/9788849/              其他行业   \n",
       "4      1000-2000人                                                       机械/设备   \n",
       "5          50-99人   https://www.liepin.com/company/9443633/       电子/半导体/集成电路   \n",
       "6          50-99人   https://www.liepin.com/company/9579944/       电子/半导体/集成电路   \n",
       "7        100-499人   https://www.liepin.com/company/8591189/              IT服务   \n",
       "8          50-99人   https://www.liepin.com/company/8963109/           云计算/大数据   \n",
       "9        10000人以上   https://www.liepin.com/company/1069385/             机械/设备   \n",
       "10       500-999人   https://www.liepin.com/company/8523053/       电子/半导体/集成电路   \n",
       "11       10000人以上    https://www.liepin.com/company/878518/              IT服务   \n",
       "12       10000人以上    https://www.liepin.com/company/182339/               互联网   \n",
       "13       100-499人   https://www.liepin.com/company/6145394/       电子/半导体/集成电路   \n",
       "14          1-49人  https://www.liepin.com/company/13391655/       电子/半导体/集成电路   \n",
       "15       100-499人   https://www.liepin.com/company/6145394/       电子/半导体/集成电路   \n",
       "16         50-99人  https://www.liepin.com/company/12392425/            专业技术服务   \n",
       "17       100-499人   https://www.liepin.com/company/7919617/       电子/半导体/集成电路   \n",
       "18       100-499人  https://www.liepin.com/company/10016683/       电子/半导体/集成电路   \n",
       "19          1-49人   https://www.liepin.com/company/7922416/       电子/半导体/集成电路   \n",
       "20         50-99人   https://www.liepin.com/company/9687166/          印刷/包装/造纸   \n",
       "21          1-49人  https://www.liepin.com/company/13250267/                制药   \n",
       "22       100-499人  https://www.liepin.com/company/12929479/              科技金融   \n",
       "23       100-499人   https://www.liepin.com/company/8019026/       电子/半导体/集成电路   \n",
       "24          1-49人  https://www.liepin.com/company/13391655/       电子/半导体/集成电路   \n",
       "25       100-499人  https://www.liepin.com/company/12319083/       电子/半导体/集成电路   \n",
       "26       10000人以上   https://www.liepin.com/company/8679793/       电子/半导体/集成电路   \n",
       "27          1-49人  https://www.liepin.com/company/12830957/       电子/半导体/集成电路   \n",
       "28          1-49人  https://www.liepin.com/company/13250267/                制药   \n",
       "29         50-99人  https://www.liepin.com/company/13115993/       电子/半导体/集成电路   \n",
       "30       500-999人   https://www.liepin.com/company/8523053/       电子/半导体/集成电路   \n",
       "31       100-499人  https://www.liepin.com/company/12997039/              医疗器械   \n",
       "32       100-499人   https://www.liepin.com/company/9143776/           电气机械/器材   \n",
       "33       100-499人                                                 电子/半导体/集成电路   \n",
       "34       500-999人   https://www.liepin.com/company/7987788/       电子/半导体/集成电路   \n",
       "35       100-499人   https://www.liepin.com/company/9491766/              人工智能   \n",
       "36       100-499人                                                       计算机软件   \n",
       "37       500-999人                                                 电子/半导体/集成电路   \n",
       "38       100-499人   https://www.liepin.com/company/9491766/              人工智能   \n",
       "39       100-499人  https://www.liepin.com/company/12552561/              咨询服务   \n",
       "\n",
       "   comp.compStage  \n",
       "0             NaN  \n",
       "1             NaN  \n",
       "2            港股上市  \n",
       "3             NaN  \n",
       "4           融资未公开  \n",
       "5           融资未公开  \n",
       "6           融资未公开  \n",
       "7             NaN  \n",
       "8              B轮  \n",
       "9             NaN  \n",
       "10            NaN  \n",
       "11          中小板上市  \n",
       "12           美股上市  \n",
       "13            NaN  \n",
       "14            NaN  \n",
       "15            NaN  \n",
       "16          融资未公开  \n",
       "17            NaN  \n",
       "18          融资未公开  \n",
       "19            NaN  \n",
       "20            NaN  \n",
       "21            NaN  \n",
       "22       其他股票市场上市  \n",
       "23            NaN  \n",
       "24            NaN  \n",
       "25            NaN  \n",
       "26            NaN  \n",
       "27             其他  \n",
       "28            NaN  \n",
       "29            NaN  \n",
       "30            NaN  \n",
       "31            NaN  \n",
       "32            NaN  \n",
       "33          融资未公开  \n",
       "34          融资未公开  \n",
       "35             C轮  \n",
       "36             B轮  \n",
       "37            已上市  \n",
       "38             C轮  \n",
       "39            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5a1553ea",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload['data']['mainSearchPcConditionForm']['currentPage']=2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "63e9a7f2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "   'dq': '410',\n",
       "   'pubTime': '',\n",
       "   'currentPage': 2,\n",
       "   'pageSize': 40,\n",
       "   'key': '产品经理',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': '0',\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': '',\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'input',\n",
       "   'skId': '',\n",
       "   'fkId': '',\n",
       "   'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3baebb08",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'requests' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-6-5f654c3c9ea2>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpost\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpayload\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m10\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m     \u001b[0mpayload\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'curPage'\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mi\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[0mresponse\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mrequests\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpost\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpayload\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[0mpayload_list\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m...\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mNameError\u001b[0m: name 'requests' is not defined"
     ]
    }
   ],
   "source": [
    "response = requests.post(url, data=payload)\n",
    "for i in range(10):\n",
    "    payload['curPage'] = i\n",
    "    response = requests.post(url, data=payload)\n",
    "    payload_list.append(...)\n",
    "print(payload_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6a948671",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'payload_list' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-7-35d7a218c0bb>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpayload_list\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'payload_list' is not defined"
     ]
    }
   ],
   "source": [
    "payload_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "18a4d379",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "range(0, 9)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "range(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c503b80f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas as pd\n",
    "from bs4 import BeautifulSoup\n",
    "\n",
    "url = 'https://www.liepin.com/zhaopin/?key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&dqs=&curPage=0&pageSize=15'\n",
    "\n",
    "headers = {\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/58.0.3029.110 Safari/537.3'}\n",
    "\n",
    "response = requests.get(url, headers=headers)\n",
    "\n",
    "soup = BeautifulSoup(response.text, 'html.parser')\n",
    "job_list = soup.find_all(class_='job-info')\n",
    "\n",
    "data_list = []\n",
    "for job in job_list:\n",
    "    title = job.find(class_='job-name').find('a').text.strip()\n",
    "    company = job.find(class_='company-name').find('a').text.strip()\n",
    "    salary = job.find(class_='text-warning').text.strip()\n",
    "    requirement_list = job.find(class_='job-desc').find_all('p')\n",
    "    address = requirement_list[0]\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "30d6c96b",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "38032329",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d0edfa7",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "c1595a7b",
   "metadata": {},
   "source": [
    "# 翻页整理数据"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c6ed30eb",
   "metadata": {},
   "source": [
    "## 尝试修改页码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "910336b3",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload['data']['mainSearchPcConditionForm']['currentPage']=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "784ae66c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "   'dq': '410',\n",
       "   'pubTime': '',\n",
       "   'currentPage': 1,\n",
       "   'pageSize': 40,\n",
       "   'key': '产品经理',\n",
       "   'suggestTag': '',\n",
       "   'workYearCode': '0',\n",
       "   'compId': '',\n",
       "   'compName': '',\n",
       "   'compTag': '',\n",
       "   'industry': '',\n",
       "   'salary': '',\n",
       "   'jobKind': '',\n",
       "   'compScale': '',\n",
       "   'compKind': '',\n",
       "   'compStage': '',\n",
       "   'eduLevel': ''},\n",
       "  'passThroughForm': {'scene': 'input',\n",
       "   'skId': '',\n",
       "   'fkId': '',\n",
       "   'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "   'suggest': None}}}"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "84e02e6a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy\n",
    "payload_list = [] \n",
    "for i in range(10):\n",
    "    new_payload=copy.deepcopy(payload)\n",
    "    new_payload['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_list.append(new_payload)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "a8a8bc64",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '410',\n",
       "    'dq': '410',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8e5eb153",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6b38e56c",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7faf41de",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "2b2f2e29",
   "metadata": {},
   "source": [
    "## 批量请求数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bcffec1a",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "aad256c2",
   "metadata": {},
   "outputs": [
    {
     "ename": "JSONDecodeError",
     "evalue": "Expecting value: line 1 column 1 (char 0)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mJSONDecodeError\u001b[0m                           Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-16-a75ba39ac3fe>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      4\u001b[0m     \u001b[0mr\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msession\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpost\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0murl\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdumps\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mpayload\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheaders\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mheaders\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      5\u001b[0m     \u001b[1;31m# extract the JSON data from the response\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 6\u001b[1;33m     \u001b[0mresponse_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      7\u001b[0m     \u001b[1;31m# example: print the number of job postings returned\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      8\u001b[0m     \u001b[0mdf\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'jobCardList'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\site-packages\\requests\\models.py\u001b[0m in \u001b[0;36mjson\u001b[1;34m(self, **kwargs)\u001b[0m\n\u001b[0;32m    898\u001b[0m                     \u001b[1;31m# used.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    899\u001b[0m                     \u001b[1;32mpass\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 900\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0mcomplexjson\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mloads\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtext\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    901\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    902\u001b[0m     \u001b[1;33m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\json\\__init__.py\u001b[0m in \u001b[0;36mloads\u001b[1;34m(s, cls, object_hook, parse_float, parse_int, parse_constant, object_pairs_hook, **kw)\u001b[0m\n\u001b[0;32m    355\u001b[0m             \u001b[0mparse_int\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mparse_float\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32mand\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    356\u001b[0m             parse_constant is None and object_pairs_hook is None and not kw):\n\u001b[1;32m--> 357\u001b[1;33m         \u001b[1;32mreturn\u001b[0m \u001b[0m_default_decoder\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdecode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    358\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mcls\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    359\u001b[0m         \u001b[0mcls\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mJSONDecoder\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\json\\decoder.py\u001b[0m in \u001b[0;36mdecode\u001b[1;34m(self, s, _w)\u001b[0m\n\u001b[0;32m    335\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    336\u001b[0m         \"\"\"\n\u001b[1;32m--> 337\u001b[1;33m         \u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mend\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mraw_decode\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0midx\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0m_w\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    338\u001b[0m         \u001b[0mend\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_w\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mend\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    339\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mend\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\json\\decoder.py\u001b[0m in \u001b[0;36mraw_decode\u001b[1;34m(self, s, idx)\u001b[0m\n\u001b[0;32m    353\u001b[0m             \u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mend\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mscan_once\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0midx\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    354\u001b[0m         \u001b[1;32mexcept\u001b[0m \u001b[0mStopIteration\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 355\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mJSONDecodeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Expecting value\"\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0ms\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    356\u001b[0m         \u001b[1;32mreturn\u001b[0m \u001b[0mobj\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mend\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mJSONDecodeError\u001b[0m: Expecting value: line 1 column 1 (char 0)"
     ]
    }
   ],
   "source": [
    "response_data_all = []\n",
    "for i in payload_list:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df=pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0d4ef8a4",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "80623f1d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "response_data_all"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "33c211db",
   "metadata": {},
   "source": [
    "## 批量处理列表数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "0e0dc4bd",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_list = []\n",
    "for i in response_data_all:\n",
    "    df = pd.json_normalize(i['data']['data']['jobCardList'])\n",
    "    df_list.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "a0f0948c",
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "No objects to concatenate",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-19-a27b68d844a8>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mconcat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf_list\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\site-packages\\pandas\\core\\reshape\\concat.py\u001b[0m in \u001b[0;36mconcat\u001b[1;34m(objs, axis, join, ignore_index, keys, levels, names, verify_integrity, sort, copy)\u001b[0m\n\u001b[0;32m    283\u001b[0m     \u001b[0mValueError\u001b[0m\u001b[1;33m:\u001b[0m \u001b[0mIndexes\u001b[0m \u001b[0mhave\u001b[0m \u001b[0moverlapping\u001b[0m \u001b[0mvalues\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;34m'a'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    284\u001b[0m     \"\"\"\n\u001b[1;32m--> 285\u001b[1;33m     op = _Concatenator(\n\u001b[0m\u001b[0;32m    286\u001b[0m         \u001b[0mobjs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    287\u001b[0m         \u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anacaonda\\lib\\site-packages\\pandas\\core\\reshape\\concat.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, objs, axis, join, keys, levels, names, ignore_index, verify_integrity, copy, sort)\u001b[0m\n\u001b[0;32m    340\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    341\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mobjs\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m==\u001b[0m \u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 342\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"No objects to concatenate\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    343\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    344\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mkeys\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: No objects to concatenate"
     ]
    }
   ],
   "source": [
    "pd.concat(df_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "2eaa2a74",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>%7B%22jobId%22%3A%2255701661%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"jobId\":\"55701661\",\"recruiterName\":\"白女士\",\"job...</td>\n",
       "      <td>[SaaS系统]</td>\n",
       "      <td>55701661</td>\n",
       "      <td>上海-静安区</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>Product Manager(CRM) 产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230327135028</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6a77933d13f747d05e6b925786705a3c</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobId%22%3A%2255701659%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"jobId\":\"55701659\",\"recruiterName\":\"白女士\",\"job...</td>\n",
       "      <td>[SaaS系统]</td>\n",
       "      <td>55701659</td>\n",
       "      <td>北京-朝阳区</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>Product Manager(CRM) 产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230327135038</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6a77933d13f747d05e6b925786705a3c</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>维我软件</td>\n",
       "      <td>其他股票市场上市</td>\n",
       "      <td>5bfea42f74719d2aa34cad5a03a.png</td>\n",
       "      <td>8062928.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8062928/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobId%22%3A%2254895155%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"jobId\":\"54895155\",\"recruiterName\":\"姚先生\",\"job...</td>\n",
       "      <td>[后台产品, CRM产品, 电子商务, to C, 产品规划, 需求分析, 产品设计, 流程设计]</td>\n",
       "      <td>54895155</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>20-30k·14薪</td>\n",
       "      <td>后台产品经理/Backend System Product Manager</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230310115057</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>91a368d7e0d5a6dacf394789a5141433</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>深圳新锐居品科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61f24ef41b07146971f0772502u.png</td>\n",
       "      <td>8591189.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/8591189/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobId%22%3A%2257179331%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"jobId\":\"57179331\",\"recruiterName\":\"黄女士\",\"job...</td>\n",
       "      <td>[to C, 产品规划, 团队管理]</td>\n",
       "      <td>57179331</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>14-20k</td>\n",
       "      <td>PM产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230322102948</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6bd83db4d420cd80a3b249221be97dc4</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>深圳市宣盈科技有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>619fea551bd4fb704e8f5f9304u.jpg</td>\n",
       "      <td>13391655.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>https://www.liepin.com/company/13391655/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobId%22%3A%2256880759%22%2C%22sfrom%22%...</td>\n",
       "      <td>{\"jobId\":\"56880759\",\"recruiterName\":\"王女士\",\"job...</td>\n",
       "      <td>[]</td>\n",
       "      <td>56880759</td>\n",
       "      <td>北京-西城区</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>中央市场部产品经理（SPM或PM）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230407151854</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>2ebffa63c40c1b0419ae7571864f2fce</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>制药</td>\n",
       "      <td>吉林惠升生物制药有限公司</td>\n",
       "      <td>A轮</td>\n",
       "      <td>61669ad2a2ad237852e81b9006u.png</td>\n",
       "      <td>10190891.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/10190891/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"e103def01abd83afbf952...</td>\n",
       "      <td>[]</td>\n",
       "      <td>45076591</td>\n",
       "      <td>上海</td>\n",
       "      <td>18-35k·15薪</td>\n",
       "      <td>Digital Product Manager 数字化产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230407093935</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>e103def01abd83afbf9520562afc3297</td>\n",
       "      <td>614bd971e16e7c5fcd618bb203u.jpg</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>某上海世界500强上市公司</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"8d3d2cbbc988a91d1073e...</td>\n",
       "      <td>[数据产品, 电子/半导体/集成电路, 产品规划, 市场调研, 数据分析, 团队管理]</td>\n",
       "      <td>57031157</td>\n",
       "      <td>北京</td>\n",
       "      <td>14-20k·15薪</td>\n",
       "      <td>PM产品经理（国产线、高通产线）</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20230407150323</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8d3d2cbbc988a91d1073ef723884c5e3</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>中电港</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5bfe9bce74719df0ac9a179703a.png</td>\n",
       "      <td>8523053.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/8523053/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"e90fdab6e53111be261e8...</td>\n",
       "      <td>[渠道销售, 市场洞察, 销售管理]</td>\n",
       "      <td>51876697</td>\n",
       "      <td>上海-徐汇区</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>Associate Product Manager 助理产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "      <td>20220815101931</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>e90fdab6e53111be261e89c17f23b8de</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>健源医疗科技(无锡)有限公司</td>\n",
       "      <td>NaN</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12997039.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>https://www.liepin.com/company/12997039/</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"d01583e87da0eec11c152...</td>\n",
       "      <td>[电子/半导体/集成电路]</td>\n",
       "      <td>40360957</td>\n",
       "      <td>上海</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>PM产品经理（MCU）</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230407083611</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d01583e87da0eec11c1526b806c9eac5</td>\n",
       "      <td>5ce8b5559fae687d4375632608u.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>某南京电子技术上市公司</td>\n",
       "      <td>已上市</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500-999人</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"d16cc98ec7fe2c95832a2...</td>\n",
       "      <td>[客户端产品, 资讯产品, 设计服务, 科研/技术服务]</td>\n",
       "      <td>44523695</td>\n",
       "      <td>中山</td>\n",
       "      <td>35-65k</td>\n",
       "      <td>PM 产品经理、副理</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "      <td>20230324174911</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d16cc98ec7fe2c95832a24e81e0e4547</td>\n",
       "      <td>551f5403a310e24dcacb2c3402c.jpg</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>某深圳电子/半导体/集成电路公司</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>400 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2255701661%22%2C%22sfrom%22%...   \n",
       "1   %7B%22jobId%22%3A%2255701659%22%2C%22sfrom%22%...   \n",
       "2   %7B%22jobId%22%3A%2254895155%22%2C%22sfrom%22%...   \n",
       "3   %7B%22jobId%22%3A%2257179331%22%2C%22sfrom%22%...   \n",
       "4   %7B%22jobId%22%3A%2256880759%22%2C%22sfrom%22%...   \n",
       "..                                                ...   \n",
       "35  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       "36  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       "37  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       "38  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       "39  %7B%22d_curPage%22%3A%221%22%2C%22d_pageSize%2...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobId\":\"55701661\",\"recruiterName\":\"白女士\",\"job...   \n",
       "1   {\"jobId\":\"55701659\",\"recruiterName\":\"白女士\",\"job...   \n",
       "2   {\"jobId\":\"54895155\",\"recruiterName\":\"姚先生\",\"job...   \n",
       "3   {\"jobId\":\"57179331\",\"recruiterName\":\"黄女士\",\"job...   \n",
       "4   {\"jobId\":\"56880759\",\"recruiterName\":\"王女士\",\"job...   \n",
       "..                                                ...   \n",
       "35  {\"jobKind\":\"1\",\"userId\":\"e103def01abd83afbf952...   \n",
       "36  {\"jobKind\":\"2\",\"userId\":\"8d3d2cbbc988a91d1073e...   \n",
       "37  {\"jobKind\":\"2\",\"userId\":\"e90fdab6e53111be261e8...   \n",
       "38  {\"jobKind\":\"1\",\"userId\":\"d01583e87da0eec11c152...   \n",
       "39  {\"jobKind\":\"1\",\"userId\":\"d16cc98ec7fe2c95832a2...   \n",
       "\n",
       "                                           job.labels job.jobId  job.dq  \\\n",
       "0                                            [SaaS系统]  55701661  上海-静安区   \n",
       "1                                            [SaaS系统]  55701659  北京-朝阳区   \n",
       "2   [后台产品, CRM产品, 电子商务, to C, 产品规划, 需求分析, 产品设计, 流程设计]  54895155  深圳-南山区   \n",
       "3                                  [to C, 产品规划, 团队管理]  57179331  深圳-福田区   \n",
       "4                                                  []  56880759  北京-西城区   \n",
       "..                                                ...       ...     ...   \n",
       "35                                                 []  45076591      上海   \n",
       "36        [数据产品, 电子/半导体/集成电路, 产品规划, 市场调研, 数据分析, 团队管理]  57031157      北京   \n",
       "37                                 [渠道销售, 市场洞察, 销售管理]  51876697  上海-徐汇区   \n",
       "38                                      [电子/半导体/集成电路]  40360957      上海   \n",
       "39                       [客户端产品, 资讯产品, 设计服务, 科研/技术服务]  44523695      中山   \n",
       "\n",
       "    job.salary                              job.title job.jobKind  job.topJob  \\\n",
       "0       20-40k              Product Manager(CRM) 产品经理           2       False   \n",
       "1       20-40k              Product Manager(CRM) 产品经理           2       False   \n",
       "2   20-30k·14薪  后台产品经理/Backend System Product Manager           2       False   \n",
       "3       14-20k                                 PM产品经理           2       False   \n",
       "4       30-50k                      中央市场部产品经理（SPM或PM）           2       False   \n",
       "..         ...                                    ...         ...         ...   \n",
       "35  18-35k·15薪        Digital Product Manager 数字化产品经理           1       False   \n",
       "36  14-20k·15薪                       PM产品经理（国产线、高通产线）           2       False   \n",
       "37      15-20k       Associate Product Manager 助理产品经理           2       False   \n",
       "38      20-30k                            PM产品经理（MCU）           1       False   \n",
       "39      35-65k                             PM 产品经理、副理           1       False   \n",
       "\n",
       "   job.refreshTime  ... recruiter.imUserType  \\\n",
       "0   20230327135028  ...                    2   \n",
       "1   20230327135038  ...                    2   \n",
       "2   20230310115057  ...                    2   \n",
       "3   20230322102948  ...                    2   \n",
       "4   20230407151854  ...                    2   \n",
       "..             ...  ...                  ...   \n",
       "35  20230407093935  ...                    2   \n",
       "36  20230407150323  ...                    2   \n",
       "37  20220815101931  ...                    2   \n",
       "38  20230407083611  ...                    2   \n",
       "39  20230324174911  ...                    2   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   6a77933d13f747d05e6b925786705a3c  5f8f9865ea60860b75384fa508u.jpg   \n",
       "1   6a77933d13f747d05e6b925786705a3c  5f8f9865ea60860b75384fa508u.jpg   \n",
       "2   91a368d7e0d5a6dacf394789a5141433  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "3   6bd83db4d420cd80a3b249221be97dc4  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "4   2ebffa63c40c1b0419ae7571864f2fce  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "..                               ...                              ...   \n",
       "35  e103def01abd83afbf9520562afc3297  614bd971e16e7c5fcd618bb203u.jpg   \n",
       "36  8d3d2cbbc988a91d1073ef723884c5e3  5f8f9865ea60860b75384fa508u.jpg   \n",
       "37  e90fdab6e53111be261e89c17f23b8de  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "38  d01583e87da0eec11c1526b806c9eac5  5ce8b5559fae687d4375632608u.jpg   \n",
       "39  d16cc98ec7fe2c95832a24e81e0e4547  551f5403a310e24dcacb2c3402c.jpg   \n",
       "\n",
       "   comp.compIndustry     comp.compName comp.compStage  \\\n",
       "0              计算机软件              维我软件       其他股票市场上市   \n",
       "1              计算机软件              维我软件       其他股票市场上市   \n",
       "2               IT服务      深圳新锐居品科技有限公司            NaN   \n",
       "3        电子/半导体/集成电路       深圳市宣盈科技有限公司            NaN   \n",
       "4                 制药      吉林惠升生物制药有限公司             A轮   \n",
       "..               ...               ...            ...   \n",
       "35              人工智能     某上海世界500强上市公司            已上市   \n",
       "36       电子/半导体/集成电路               中电港            NaN   \n",
       "37              医疗器械    健源医疗科技(无锡)有限公司            NaN   \n",
       "38       电子/半导体/集成电路       某南京电子技术上市公司            已上市   \n",
       "39       电子/半导体/集成电路  某深圳电子/半导体/集成电路公司          融资未公开   \n",
       "\n",
       "                      comp.compLogo comp.compId comp.compScale  \\\n",
       "0   5bfea42f74719d2aa34cad5a03a.png   8062928.0       100-499人   \n",
       "1   5bfea42f74719d2aa34cad5a03a.png   8062928.0       100-499人   \n",
       "2   61f24ef41b07146971f0772502u.png   8591189.0       100-499人   \n",
       "3   619fea551bd4fb704e8f5f9304u.jpg  13391655.0          1-49人   \n",
       "4   61669ad2a2ad237852e81b9006u.png  10190891.0       100-499人   \n",
       "..                              ...         ...            ...   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png         NaN       10000人以上   \n",
       "36  5bfe9bce74719df0ac9a179703a.png   8523053.0       500-999人   \n",
       "37  61b07937d0458d53c627567e02u.jpg  12997039.0       100-499人   \n",
       "38  60e2fe0bf3df194a3c48adb502u.png         NaN       500-999人   \n",
       "39  60e2fe0bf3df194a3c48adb502u.png         NaN       100-499人   \n",
       "\n",
       "                                   comp.link  \n",
       "0    https://www.liepin.com/company/8062928/  \n",
       "1    https://www.liepin.com/company/8062928/  \n",
       "2    https://www.liepin.com/company/8591189/  \n",
       "3   https://www.liepin.com/company/13391655/  \n",
       "4   https://www.liepin.com/company/10190891/  \n",
       "..                                       ...  \n",
       "35                                            \n",
       "36   https://www.liepin.com/company/8523053/  \n",
       "37  https://www.liepin.com/company/12997039/  \n",
       "38                                            \n",
       "39                                            \n",
       "\n",
       "[400 rows x 29 columns]"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df=pd.concat(df_list)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "e9c08b3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('liepin_data.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "999cc275",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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